{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Repo: friendliai/aipm","description":"FriendliAI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3","json_url":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3/signal.json","generated_at":"2026-06-11T04:09:57.182156+00:00","org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/friendliai","dossier_json_url":"https://onlylabs.fyi/labs/friendliai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3","signal_json":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3/signal.json","source":"https://github.com/friendliai/aipm","lab_dossier":"https://onlylabs.fyi/labs/friendliai","lab_dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis":"https://onlylabs.fyi/analysis/friendliai","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"FriendliAI published friendliai/aipm (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo friendliai/aipm · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/friendliai/aipm","source_host":"github.com","occurred_at":"2024-05-30T09:12:51+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"FriendliAI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"friendliai/aipm","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"21","source":"traction"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/friendliai/aipm"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:57.182156+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3/signal.json","dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/aipm","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/friendliai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/friendliai/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze FriendliAI's repo signal \"friendliai/aipm\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"published repo","object":"friendliai/aipm","text":"FriendliAI published repo friendliai/aipm."},{"subject":"friendliai/aipm","predicate":"is classified as","object":"repo signal","text":"friendliai/aipm is classified as repo signal."},{"subject":"friendliai/aipm","predicate":"belongs to","object":"repos desk","text":"friendliai/aipm belongs to repos desk."},{"subject":"friendliai/aipm","predicate":"has context","object":"Python","text":"friendliai/aipm has context Python."},{"subject":"friendliai/aipm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/aipm has evidence coverage 1 captured evidence page."},{"subject":"friendliai/aipm","predicate":"has captured page count","object":"1","text":"friendliai/aipm has captured page count 1."},{"subject":"friendliai/aipm","predicate":"has readable page count","object":"1","text":"friendliai/aipm has readable page count 1."},{"subject":"friendliai/aipm","predicate":"has related signal count","object":"6","text":"friendliai/aipm has related signal count 6."},{"subject":"friendliai/aipm","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"friendliai/aipm has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"friendliai/aipm","predicate":"has source host","object":"github.com","text":"friendliai/aipm has source host github.com."},{"subject":"friendliai/aipm","predicate":"has lab","object":"FriendliAI","text":"friendliai/aipm has lab FriendliAI."},{"subject":"friendliai/aipm","predicate":"has signal desk","object":"repos","text":"friendliai/aipm has signal desk repos."},{"subject":"friendliai/aipm","predicate":"has source host","object":"github.com","text":"friendliai/aipm has source host github.com."},{"subject":"friendliai/aipm","predicate":"has repository","object":"friendliai/aipm","text":"friendliai/aipm has repository friendliai/aipm."},{"subject":"friendliai/aipm","predicate":"has language","object":"Python","text":"friendliai/aipm has language Python."},{"subject":"friendliai/aipm","predicate":"has stars","object":"21","text":"friendliai/aipm has stars 21."},{"subject":"friendliai/aipm","predicate":"has watch term","object":"Safety and alignment","text":"friendliai/aipm has watch term Safety and alignment."},{"subject":"friendliai/aipm","predicate":"has watch term","object":"Agents and tool use","text":"friendliai/aipm has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"FriendliAI published friendliai/aipm (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo friendliai/aipm · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"published repo","object":"friendliai/aipm","text":"FriendliAI published repo friendliai/aipm."},{"subject":"friendliai/aipm","predicate":"is classified as","object":"repo signal","text":"friendliai/aipm is classified as repo signal."},{"subject":"friendliai/aipm","predicate":"belongs to","object":"repos desk","text":"friendliai/aipm belongs to repos desk."},{"subject":"friendliai/aipm","predicate":"has context","object":"Python","text":"friendliai/aipm has context Python."},{"subject":"friendliai/aipm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/aipm has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c7f792f6-62ed-4b17-9882-c4d38b5e73c3","url":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3","json_url":"https://onlylabs.fyi/signals/c7f792f6-62ed-4b17-9882-c4d38b5e73c3/signal.json","source_url":"https://github.com/friendliai/aipm","title":"friendliai/aipm","summary":"FriendliAI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-05-30T09:12:51+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/friendliai/aipm"]},"facets":{"repo":"friendliai/aipm","language":"Python"},"traction":{"github_stars":21,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/friendliai/aipm","final_url":"https://github.com/friendliai/aipm","title":"friendliai/aipm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:57.182156+00:00","bytes":9063,"raw_path":"ea725c40ba6130e161834f845e251bad9666f35d0c0e1c55672d9fc0877c8886.json","content_hash":"c004572426605c7fe2a088aedcee95533c1a81b2edd40fad951c8a8e3afe557d","excerpt_chars":1200,"truncated":true,"excerpt":"friendliai/aipm Description: AI Agent who manages your Jira project Language: Python License: Apache-2.0 Stars: 21 Forks: 3 Open issues: 0 Created: 2024-05-30T09:12:51Z Pushed: 2024-06-23T17:37:45Z Default branch: main Fork: no Archived: yes README: AI PM Meet AI PM, your expert AI Project Manager. It automates Jira issue creation from conversations and tracks sprint progress, revolutionizing your team's agile workflow and daily stand-up meetings. In agile development, effective project management is crucial for success. We noticed that many teams struggle with organizing daily stand-ups and managing tasks efficiently. This inspired us to create AI PM, an intelligent project manager that seamlessly integrates with Jira to enhance productivity and streamline the agile process. AI PM automates the creation of Jira issues based on team conversations, ensuring that no task is overlooked. It also tracks the progress of sprints by managing daily stand-up meetings, providing real-time updates and insights to keep the team on track and focused on their goals. Installation ```sh poetry install ``` or ```sh pip install -e . ``` Prerequisites You need to set the following environment..."},"evidence_pages":[{"url":"https://github.com/friendliai/aipm","final_url":"https://github.com/friendliai/aipm","title":"friendliai/aipm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:57.182156+00:00","bytes":9063,"raw_path":"ea725c40ba6130e161834f845e251bad9666f35d0c0e1c55672d9fc0877c8886.json","content_hash":"c004572426605c7fe2a088aedcee95533c1a81b2edd40fad951c8a8e3afe557d","excerpt_chars":1200,"truncated":true,"excerpt":"friendliai/aipm Description: AI Agent who manages your Jira project Language: Python License: Apache-2.0 Stars: 21 Forks: 3 Open issues: 0 Created: 2024-05-30T09:12:51Z Pushed: 2024-06-23T17:37:45Z Default branch: main Fork: no Archived: yes README: AI PM Meet AI PM, your expert AI Project Manager. It automates Jira issue creation from conversations and tracks sprint progress, revolutionizing your team's agile workflow and daily stand-up meetings. In agile development, effective project management is crucial for success. We noticed that many teams struggle with organizing daily stand-ups and managing tasks efficiently. This inspired us to create AI PM, an intelligent project manager that seamlessly integrates with Jira to enhance productivity and streamline the agile process. AI PM automates the creation of Jira issues based on team conversations, ensuring that no task is overlooked. It also tracks the progress of sprints by managing daily stand-up meetings, providing real-time updates and insights to keep the team on track and focused on their goals. Installation ```sh poetry install ``` or ```sh pip install -e . ``` Prerequisites You need to set the following environment..."}],"related_signals":[{"id":"69396b58-e34a-4a48-82dc-259b33eb9727","url":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727","source_url":"https://github.com/friendliai/friendli-gradio","title":"friendliai/friendli-gradio","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-08-20T08:00:05+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"56933ee9-6f23-4067-93d5-02b4b9492d1e","url":"https://onlylabs.fyi/signals/56933ee9-6f23-4067-93d5-02b4b9492d1e","source_url":"https://github.com/friendliai/friendli-python","title":"friendliai/friendli-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-09-03T05:29:17+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"1de53474-8b10-45dc-8697-19ac92ceb635","url":"https://onlylabs.fyi/signals/1de53474-8b10-45dc-8697-19ac92ceb635","source_url":"https://github.com/friendliai/atlas-go-sdk","title":"friendliai/atlas-go-sdk","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-08-21T05:53:13+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"ba9e76ea-24c8-49b5-a882-2704b08b783a","url":"https://onlylabs.fyi/signals/ba9e76ea-24c8-49b5-a882-2704b08b783a","source_url":"https://github.com/friendliai/examples","title":"friendliai/examples","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-22T06:14:40+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"c19a5f8f-7de6-4aaa-9002-ac5348848b56","url":"https://onlylabs.fyi/signals/c19a5f8f-7de6-4aaa-9002-ac5348848b56","source_url":"https://github.com/friendliai/design-token-transformer","title":"friendliai/design-token-transformer","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-19T08:41:22+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"574e3c35-1d5f-4114-880b-419ac85920e2","url":"https://onlylabs.fyi/signals/574e3c35-1d5f-4114-880b-419ac85920e2","source_url":"https://github.com/friendliai/container-resource","title":"friendliai/container-resource","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-17T10:58:29+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"}]}